{"id":"W4368404923","doi":"10.23951/1609-624x-2023-3-15-23","title":"Relevant domestic concepts’ methodology","year":2023,"lang":"ru","type":"article","venue":"Tomsk state pedagogical university bulletin","topic":"Discourse Analysis and Cultural Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conceptualization; Field (mathematics); Context (archaeology); Linguistics; Computer science; Linguistic context; Quarter (Canadian coin); Sociology; Artificial intelligence; History; Linguistic analysis; Mathematics; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003351661,0.001088007,0.0008428901,0.005153136,0.003987717,0.006106981,0.001988298,0.002168847,0.03474575],"category_scores_gemma":[0.004310818,0.000398394,0.001054964,0.006598377,0.0077391,0.006194775,0.003327755,0.00339817,0.007774365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007689605,"about_ca_system_score_gemma":0.002751452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003012731,"about_ca_topic_score_gemma":0.002368472,"domain_scores_codex":[0.9965269,0.002170293,0.0001566391,0.000508106,0.0003549976,0.0002831016],"domain_scores_gemma":[0.9982875,0.0009062085,0.0001643814,0.0002432147,0.0002943561,0.0001044003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003774985,0.000006347537,0.00005816737,0.00004495623,0.000001986115,0.00002462426,0.001056539,0.00005702964,0.00002202518,0.9904934,0.004975115,0.00325594],"study_design_scores_gemma":[0.000008796035,0.00002040343,0.0003921271,0.0002528794,0.00000814104,0.0001438899,0.00283183,0.000627093,0.0002881977,0.5501934,0.4452204,0.00001279902],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.008518416,0.01232115,0.06081784,0.01418924,0.001315741,0.0003161529,0.002089493,0.0001647941,0.9002671],"genre_scores_gemma":[0.6071286,0.02212842,0.07742086,0.006500314,0.00208691,0.002805686,0.004202237,0.0005211782,0.2772058],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03474575,"threshold_uncertainty_score":0.1162362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2372832188031188,"score_gpt":0.4292136471429244,"score_spread":0.1919304283398056,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}